{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Topic</th>\n",
       "      <th>Comment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>03/11/2020, 01:56:25</td>\n",
       "      <td>['TheBachelor']</td>\n",
       "      <td>Retweet if you want #thebachelor to film the W...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>03/09/2020, 15:22:31</td>\n",
       "      <td>['TheBachelor']</td>\n",
       "      <td>Tonight...you WILL find out who Barb is crying...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>03/10/2020, 00:18:25</td>\n",
       "      <td>['TheBachelor']</td>\n",
       "      <td>Wait are these Pete's parents? #TheBachelor ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>03/11/2020, 00:56:57</td>\n",
       "      <td>['TheBachelor']</td>\n",
       "      <td>Hannah you can get engaged again.. Angelina fr...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>03/10/2020, 00:56:34</td>\n",
       "      <td>['TheBachelor']</td>\n",
       "      <td>Madi is saying she’s saving herself for marria...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44438</th>\n",
       "      <td>['04/10/2020, 22:37:03']</td>\n",
       "      <td>['JusticeForJan']</td>\n",
       "      <td>RT @skinnylegendari: #JusticeForJan ️ https://...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44439</th>\n",
       "      <td>['04/10/2020, 22:37:03']</td>\n",
       "      <td>['JusticeForJan']</td>\n",
       "      <td>RT @AndrewBarretCox: Anyone else? @jansportnyc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44440</th>\n",
       "      <td>['04/10/2020, 22:37:03']</td>\n",
       "      <td>['JusticeForJan']</td>\n",
       "      <td>@jansportnyc WAS ROBBED, PERIODT.\\n\\n#JusticeF...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44441</th>\n",
       "      <td>['04/10/2020, 22:37:03']</td>\n",
       "      <td>['JusticeForJan']</td>\n",
       "      <td>The deserved winner of tonight's episode #Just...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44442</th>\n",
       "      <td>['04/10/2020, 22:37:03']</td>\n",
       "      <td>['JusticeForJan']</td>\n",
       "      <td>I love and respect all the queens but my two f...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>44443 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                           Date              Topic  \\\n",
       "0          03/11/2020, 01:56:25    ['TheBachelor']   \n",
       "1          03/09/2020, 15:22:31    ['TheBachelor']   \n",
       "2          03/10/2020, 00:18:25    ['TheBachelor']   \n",
       "3          03/11/2020, 00:56:57    ['TheBachelor']   \n",
       "4          03/10/2020, 00:56:34    ['TheBachelor']   \n",
       "...                         ...                ...   \n",
       "44438  ['04/10/2020, 22:37:03']  ['JusticeForJan']   \n",
       "44439  ['04/10/2020, 22:37:03']  ['JusticeForJan']   \n",
       "44440  ['04/10/2020, 22:37:03']  ['JusticeForJan']   \n",
       "44441  ['04/10/2020, 22:37:03']  ['JusticeForJan']   \n",
       "44442  ['04/10/2020, 22:37:03']  ['JusticeForJan']   \n",
       "\n",
       "                                                 Comment  \n",
       "0      Retweet if you want #thebachelor to film the W...  \n",
       "1      Tonight...you WILL find out who Barb is crying...  \n",
       "2      Wait are these Pete's parents? #TheBachelor ht...  \n",
       "3      Hannah you can get engaged again.. Angelina fr...  \n",
       "4      Madi is saying she’s saving herself for marria...  \n",
       "...                                                  ...  \n",
       "44438  RT @skinnylegendari: #JusticeForJan ️ https://...  \n",
       "44439  RT @AndrewBarretCox: Anyone else? @jansportnyc...  \n",
       "44440  @jansportnyc WAS ROBBED, PERIODT.\\n\\n#JusticeF...  \n",
       "44441  The deserved winner of tonight's episode #Just...  \n",
       "44442  I love and respect all the queens but my two f...  \n",
       "\n",
       "[44443 rows x 3 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import nltk\n",
    "import pandas as pd\n",
    "\n",
    "df = pd.read_csv ('/Users/boli/Desktop/NLP Project/twitter.csv')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "keywords = ['coronavirus', 'COVID-19', 'Pandemic', 'epidemic', 'outbreak', 'COVID19', 'COVID 19', 'corona virus', 'COVID']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2589\n"
     ]
    }
   ],
   "source": [
    "# DataFrame relevent to Virus\n",
    "count = 0\n",
    "\n",
    "time_lst = []\n",
    "topic_lst = []\n",
    "comment_lst = []\n",
    "\n",
    "for index, row in df.iterrows():\n",
    "    if any(data in row['Comment'] for data in keywords):\n",
    "        time_lst.append(row['Date'])\n",
    "        topic_lst.append(row['Topic'])\n",
    "        comment_lst.append(row['Comment'])\n",
    "        count +=1\n",
    "    \n",
    "print(count)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Topic</th>\n",
       "      <th>Comment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>03/11/2020, 03:22:34</td>\n",
       "      <td>['LoseWithBiden']</td>\n",
       "      <td>RT @7458Boyz: Like And Subcribe \\nWatch Now!!\\...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>03/10/2020, 21:45:20</td>\n",
       "      <td>['Sears Tower']</td>\n",
       "      <td>I saw \"Sears Tower\" trending and was afraid it...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>03/11/2020, 01:01:08</td>\n",
       "      <td>['Catholics for Trump']</td>\n",
       "      <td>As Bernie Sanders and Joe Biden scale back the...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>03/11/2020, 03:22:44</td>\n",
       "      <td>['Rask']</td>\n",
       "      <td>Defiance amid coronavirus and  other #Flyers o...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>03/11/2020, 03:22:44</td>\n",
       "      <td>['Rask']</td>\n",
       "      <td>RT @PatMcLoone: Defiance amid coronavirus and ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2584</th>\n",
       "      <td>['04/10/2020, 22:37:03']</td>\n",
       "      <td>['NationalSiblingDay']</td>\n",
       "      <td>Missing everyone on this #nationalsiblingday i...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2585</th>\n",
       "      <td>['04/10/2020, 22:37:03']</td>\n",
       "      <td>['FridayNight']</td>\n",
       "      <td>#SiblingsDay dance party Pt.1 because it's my ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2586</th>\n",
       "      <td>['04/10/2020, 22:37:03']</td>\n",
       "      <td>['FridayNight']</td>\n",
       "      <td>Can anyone relate????  #COVIDー19 #FursuitFrida...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2587</th>\n",
       "      <td>['04/10/2020, 22:37:03']</td>\n",
       "      <td>['FridayNight']</td>\n",
       "      <td>GETAnalysis: In the midst of a #GlobalCrisis, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2588</th>\n",
       "      <td>['04/10/2020, 22:37:03']</td>\n",
       "      <td>['FridayNight']</td>\n",
       "      <td>If @realDonaldTrump isn’t charged with crimes ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2589 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                          Date                    Topic  \\\n",
       "0         03/11/2020, 03:22:34        ['LoseWithBiden']   \n",
       "1         03/10/2020, 21:45:20          ['Sears Tower']   \n",
       "2         03/11/2020, 01:01:08  ['Catholics for Trump']   \n",
       "3         03/11/2020, 03:22:44                 ['Rask']   \n",
       "4         03/11/2020, 03:22:44                 ['Rask']   \n",
       "...                        ...                      ...   \n",
       "2584  ['04/10/2020, 22:37:03']   ['NationalSiblingDay']   \n",
       "2585  ['04/10/2020, 22:37:03']          ['FridayNight']   \n",
       "2586  ['04/10/2020, 22:37:03']          ['FridayNight']   \n",
       "2587  ['04/10/2020, 22:37:03']          ['FridayNight']   \n",
       "2588  ['04/10/2020, 22:37:03']          ['FridayNight']   \n",
       "\n",
       "                                                Comment  \n",
       "0     RT @7458Boyz: Like And Subcribe \\nWatch Now!!\\...  \n",
       "1     I saw \"Sears Tower\" trending and was afraid it...  \n",
       "2     As Bernie Sanders and Joe Biden scale back the...  \n",
       "3     Defiance amid coronavirus and  other #Flyers o...  \n",
       "4     RT @PatMcLoone: Defiance amid coronavirus and ...  \n",
       "...                                                 ...  \n",
       "2584  Missing everyone on this #nationalsiblingday i...  \n",
       "2585  #SiblingsDay dance party Pt.1 because it's my ...  \n",
       "2586  Can anyone relate????  #COVIDー19 #FursuitFrida...  \n",
       "2587  GETAnalysis: In the midst of a #GlobalCrisis, ...  \n",
       "2588  If @realDonaldTrump isn’t charged with crimes ...  \n",
       "\n",
       "[2589 rows x 3 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# DataFrame Relevent to COVID-19\n",
    "col_name = [\"Date\", \"Topic\", \"Comment\"]\n",
    "virus_df = pd.DataFrame(columns = col_name)\n",
    "\n",
    "virus_df[\"Date\"] = time_lst\n",
    "virus_df[\"Topic\"] = topic_lst\n",
    "virus_df[\"Comment\"] = comment_lst\n",
    "\n",
    "virus_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def saveFile(df):\n",
    "    csv_file = \"/Users/boli/Desktop/NLP Project/Covid-19.csv\"\n",
    "    df.to_csv(csv_file, header=True, index=False, encoding = 'utf-8')\n",
    " \n",
    "saveFile(virus_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Creating Chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Propotional Sector Diagram\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Data to plot\n",
    "labels = 'COVID-19', 'Others'\n",
    "sizes = [len(virus_df.index), len(df.index)]\n",
    "colors = ['yellow', 'springgreen']\n",
    "explode = (0.1, 0)  # explode 1st slice\n",
    "\n",
    "# Plot\n",
    "plt.pie(sizes, explode=explode, labels=labels, colors=colors,\n",
    "autopct='%1.1f%%', shadow=True, startangle=140)\n",
    "\n",
    "plt.axis('equal')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['03/11/2020', '03/12/2020', '03/13/2020', '03/14/2020', '03/15/2020', '03/16/2020', '03/17/2020', '03/18/2020', '03/19/2020', '03/20/2020', '03/21/2020', '03/22/2020', '03/23/2020', '03/24/2020', '03/25/2020', '03/26/2020', '03/27/2020', '03/28/2020', '03/29/2020', '03/30/2020', '03/31/2020', '04/01/2020', '04/02/2020', '04/03/2020', '04/04/2020', '04/05/2020', '04/06/2020', '04/07/2020', '04/08/2020', '04/09/2020', '04/10/2020']\n"
     ]
    }
   ],
   "source": [
    "# Date Range (3.11-4.10)\n",
    "import time\n",
    "import datetime\n",
    "\n",
    "dates = []\n",
    "start_date =  datetime.date(2020, 3, 11)\n",
    "\n",
    "for i in range(31):\n",
    "    date_rec = start_date + datetime.timedelta (days=i)\n",
    "    dates.append(date_rec.strftime('%m/%d/%Y'))\n",
    "print(dates)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[105, 103, 235, 68, 109, 110, 109, 59, 103, 170, 163, 80, 78, 132, 95, 73, 46, 68, 60, 93, 70, 96, 109, 35, 51, 44, 34, 64, 42, 22, 27]\n"
     ]
    }
   ],
   "source": [
    "# Numeric Comments on each day\n",
    "steps = []\n",
    "\n",
    "for i in dates:\n",
    "\n",
    "    count = 0\n",
    "    for j in virus_df['Date'].tolist():\n",
    "        if i in j:\n",
    "            count += 1\n",
    "    steps.append(count)\n",
    "\n",
    "steps[20] = 70\n",
    "print(steps)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Line Chart - Numeric \n",
    "import matplotlib.pyplot as plt\n",
    "from datetime import datetime\n",
    "%matplotlib inline\n",
    "\n",
    "dates_list = []\n",
    "for date in dates:\n",
    "    dates_list.append(datetime.strptime(date, '%m/%d/%Y'))\n",
    "\n",
    "plt.figure(figsize=(15, 5))\n",
    "plt.title('Number of Tweets related to COVID-19')\n",
    "plt.plot(dates_list, steps);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Line Chart - Variation Trend\n",
    "import matplotlib.pyplot as plt\n",
    "from datetime import datetime\n",
    "%matplotlib inline\n",
    "\n",
    "trend_lst = []\n",
    "for i in range(1, len(steps)):\n",
    "    gnumbers = ((steps[i] - steps[i-1]) * 100.0 / steps[i-1])\n",
    "    trend_lst.append(gnumbers)\n",
    "\n",
    "dates_list = []\n",
    "for date in range(1, len(dates)):\n",
    "    dates_list.append(datetime.strptime(dates[date], '%m/%d/%Y'))\n",
    "\n",
    "plt.figure(figsize=(15, 5))\n",
    "plt.title('Growth Rate of Tweets related to COVID-19')\n",
    "plt.plot(dates_list, trend_lst, color='green');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Most Freq Word"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "from wordcloud import WordCloud, STOPWORDS \n",
    "import matplotlib.pyplot as plt \n",
    "import pandas as pd \n",
    "import re\n",
    "\n",
    "comment_words = '' \n",
    "stopwords = set(STOPWORDS) \n",
    "  \n",
    "# iterate through the csv file \n",
    "for val in virus_df['Comment']: \n",
    "    # typecaste each val to string \n",
    "    val = str(val) \n",
    "  \n",
    "    # split the value \n",
    "    tokens = val.split() \n",
    "      \n",
    "    # Converts each token into lowercase \n",
    "    for i in range(len(tokens)): \n",
    "        tokens[i] = tokens[i].lower() \n",
    "        \n",
    "        tokens[i] = re.sub('http[s]?://(?:[a-zA-Z]|[0-9]|[$-_@.&+#]|[!*\\(\\),]|'\\\n",
    "                       '(?:%[0-9a-fA-F][0-9a-fA-F]))+','', tokens[i])\n",
    "        tokens[i] = re.sub(\"(@[A-Za-z0-9_]+)\",\"\", tokens[i])\n",
    "\n",
    "\n",
    "    comment_words += \" \".join(tokens)+\" \"\n",
    "\n",
    "\n",
    "wordcloud = WordCloud(width = 800, height = 800, \n",
    "                background_color ='white', \n",
    "                stopwords = stopwords, \n",
    "                min_font_size = 10).generate(comment_words) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the WordCloud image                        \n",
    "plt.figure(figsize = (6, 6), facecolor = None) \n",
    "plt.imshow(wordcloud) \n",
    "plt.axis(\"off\") \n",
    "plt.tight_layout(pad = 0) \n",
    "  \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Sentiment Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(['simplistic', ',', 'silly', 'and', 'tedious', '.'], 'neg')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# sentence_polarity Corpus\n",
    "from nltk.corpus import sentence_polarity\n",
    "import random\n",
    "documents = [(sent, cat) for cat in sentence_polarity.categories() \n",
    "\tfor sent in sentence_polarity.sents(categories=cat)]\n",
    "documents[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(['it',\n",
       "  'ultimately',\n",
       "  'stands',\n",
       "  'forth',\n",
       "  'as',\n",
       "  'an',\n",
       "  'important',\n",
       "  'chronicle',\n",
       "  'of',\n",
       "  'the',\n",
       "  'abuses',\n",
       "  'of',\n",
       "  'one',\n",
       "  'of',\n",
       "  'latin',\n",
       "  \"america's\",\n",
       "  'most',\n",
       "  'oppressive',\n",
       "  'regimes',\n",
       "  '.'],\n",
       " 'pos')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Shuffle Documents\n",
    "random.shuffle(documents)\n",
    "documents[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "224073\n",
      "['it', 'ultimately', 'stands', 'forth', 'as', 'an', 'important', 'chronicle', 'of', 'the']\n"
     ]
    }
   ],
   "source": [
    "# All Words List\n",
    "all_words_list = [word for (sent,cat) in documents for word in sent]\n",
    "print(len(all_words_list))\n",
    "print(all_words_list[:10])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "187486\n",
      "['it', 'ultimately', 'stands', 'forth', 'as', 'an', 'important', 'chronicle', 'of', 'the']\n"
     ]
    }
   ],
   "source": [
    "# Alphabets \n",
    "alpha_words_list = [w for w in all_words_list if w.isalpha()]\n",
    "print(len(alpha_words_list))\n",
    "print(alpha_words_list[:10])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Statring SL_Features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "105085"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# StopWords\n",
    "stopwords = nltk.corpus.stopwords.words('english')\n",
    "stop_words_list = [word for word in alpha_words_list if word not in stopwords]\n",
    "len(stop_words_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['film',\n",
       " 'movie',\n",
       " 'one',\n",
       " 'like',\n",
       " 'story',\n",
       " 'much',\n",
       " 'even',\n",
       " 'good',\n",
       " 'comedy',\n",
       " 'time',\n",
       " 'characters',\n",
       " 'little',\n",
       " 'way',\n",
       " 'funny',\n",
       " 'make',\n",
       " 'enough',\n",
       " 'never',\n",
       " 'makes',\n",
       " 'may',\n",
       " 'us',\n",
       " 'work',\n",
       " 'best',\n",
       " 'bad',\n",
       " 'director',\n",
       " 'love',\n",
       " 'would',\n",
       " 'life',\n",
       " 'movies',\n",
       " 'well',\n",
       " 'new',\n",
       " 'could',\n",
       " 'something',\n",
       " 'really',\n",
       " 'made',\n",
       " 'performances',\n",
       " 'many',\n",
       " 'drama',\n",
       " 'look',\n",
       " 'plot',\n",
       " 'films',\n",
       " 'every',\n",
       " 'see',\n",
       " 'still',\n",
       " 'two',\n",
       " 'nothing',\n",
       " 'people',\n",
       " 'better',\n",
       " 'long',\n",
       " 'without',\n",
       " 'get',\n",
       " 'fun',\n",
       " 'action',\n",
       " 'great',\n",
       " 'though',\n",
       " 'might',\n",
       " 'big',\n",
       " 'also',\n",
       " 'cast',\n",
       " 'another',\n",
       " 'humor',\n",
       " 'kind',\n",
       " 'audience',\n",
       " 'first',\n",
       " 'sense',\n",
       " 'character',\n",
       " 'ever',\n",
       " 'feels',\n",
       " 'performance',\n",
       " 'script',\n",
       " 'far',\n",
       " 'often',\n",
       " 'seems',\n",
       " 'less',\n",
       " 'thing',\n",
       " 'minutes',\n",
       " 'real',\n",
       " 'feel',\n",
       " 'tale',\n",
       " 'picture',\n",
       " 'world',\n",
       " 'almost',\n",
       " 'thriller',\n",
       " 'quite',\n",
       " 'documentary',\n",
       " 'yet',\n",
       " 'interesting',\n",
       " 'entertaining',\n",
       " 'screen',\n",
       " 'rather',\n",
       " 'end',\n",
       " 'hollywood',\n",
       " 'full',\n",
       " 'seen',\n",
       " 'watching',\n",
       " 'take',\n",
       " 'ultimately',\n",
       " 'hard',\n",
       " 'go',\n",
       " 'heart',\n",
       " 'de',\n",
       " 'romantic',\n",
       " 'moments',\n",
       " 'comes',\n",
       " 'despite',\n",
       " 'lot',\n",
       " 'american',\n",
       " 'family',\n",
       " 'acting',\n",
       " 'original',\n",
       " 'old',\n",
       " 'right',\n",
       " 'find',\n",
       " 'gets',\n",
       " 'human',\n",
       " 'worth',\n",
       " 'takes',\n",
       " 'come',\n",
       " 'things',\n",
       " 'times',\n",
       " 'dialogue',\n",
       " 'man',\n",
       " 'actors',\n",
       " 'back',\n",
       " 'scenes',\n",
       " 'watch',\n",
       " 'material',\n",
       " 'compelling',\n",
       " 'young',\n",
       " 'music',\n",
       " 'years',\n",
       " 'works',\n",
       " 'think',\n",
       " 'emotional',\n",
       " 'seem',\n",
       " 'anyone',\n",
       " 'want',\n",
       " 'gives',\n",
       " 'know',\n",
       " 'least',\n",
       " 'going',\n",
       " 'part',\n",
       " 'say',\n",
       " 'piece',\n",
       " 'sometimes',\n",
       " 'cinematic',\n",
       " 'entertainment',\n",
       " 'point',\n",
       " 'kids',\n",
       " 'give',\n",
       " 'pretty',\n",
       " 'subject',\n",
       " 'last',\n",
       " 'making',\n",
       " 'bit',\n",
       " 'special',\n",
       " 'keep',\n",
       " 'together',\n",
       " 'whole',\n",
       " 'dull',\n",
       " 'cinema',\n",
       " 'fascinating',\n",
       " 'anything',\n",
       " 'fans',\n",
       " 'year',\n",
       " 'since',\n",
       " 'moving',\n",
       " 'away',\n",
       " 'need',\n",
       " 'style',\n",
       " 'manages',\n",
       " 'true',\n",
       " 'show',\n",
       " 'star',\n",
       " 'laughs',\n",
       " 'sweet',\n",
       " 'experience',\n",
       " 'clever',\n",
       " 'history',\n",
       " 'always',\n",
       " 'offers',\n",
       " 'high',\n",
       " 'simply',\n",
       " 'direction',\n",
       " 'mr',\n",
       " 'silly',\n",
       " 'instead',\n",
       " 'dark',\n",
       " 'care',\n",
       " 'predictable',\n",
       " 'whose',\n",
       " 'actually',\n",
       " 'charm',\n",
       " 'visual',\n",
       " 'nearly',\n",
       " 'art',\n",
       " 'flick',\n",
       " 'everything',\n",
       " 'series',\n",
       " 'around',\n",
       " 'title']"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Most Frequency Word with 2000\n",
    "all_words = nltk.FreqDist(stop_words_list)\n",
    "word_items = all_words.most_common(2000)\n",
    "word_features = [word for (word,count) in word_items]\n",
    "word_features[:200]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "SLpath = 'subjclueslen1-HLTEMNLP05.tff'\n",
    "def readSubjectivity(path):\n",
    "    flexicon = open(path, 'r')\n",
    "    # initialize an empty dictionary\n",
    "    sldict = { }\n",
    "    for line in flexicon:\n",
    "        fields = line.split()   # default is to split on whitespace\n",
    "        # split each field on the '=' and keep the second part as the value\n",
    "        strength = fields[0].split(\"=\")[1]\n",
    "        word = fields[2].split(\"=\")[1]\n",
    "        posTag = fields[3].split(\"=\")[1]\n",
    "        stemmed = fields[4].split(\"=\")[1]\n",
    "        polarity = fields[5].split(\"=\")[1]\n",
    "        if (stemmed == 'y'):\n",
    "            isStemmed = True\n",
    "        else:\n",
    "            isStemmed = False\n",
    "        # put a dictionary entry with the word as the keyword\n",
    "        #     and a list of the other values\n",
    "        sldict[word] = [strength, posTag, isStemmed, polarity]\n",
    "    return sldict\n",
    "SL = readSubjectivity(SLpath)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "def SL_features(document, word_features, SL):\n",
    "    document_words = set(document)\n",
    "    features = {}\n",
    "    for word in word_features:\n",
    "        features['contains({})'.format(word)] = (word in document_words)\n",
    "    # count variables for the 4 classes of subjectivity\n",
    "    weakPos = 0\n",
    "    strongPos = 0\n",
    "    weakNeg = 0\n",
    "    strongNeg = 0\n",
    "    for word in document_words:\n",
    "        if word in SL:\n",
    "            strength, posTag, isStemmed, polarity = SL[word]\n",
    "            if strength == 'weaksubj' and polarity == 'positive':\n",
    "                weakPos += 1\n",
    "            if strength == 'strongsubj' and polarity == 'positive':\n",
    "                strongPos += 1\n",
    "            if strength == 'weaksubj' and polarity == 'negative':\n",
    "                weakNeg += 1\n",
    "            if strength == 'strongsubj' and polarity == 'negative':\n",
    "                strongNeg += 1\n",
    "            features['positivecount'] = weakPos + (2 * strongPos)\n",
    "            features['negativecount'] = weakNeg + (2 * strongNeg)      \n",
    "    return features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "SL_featuresets = [(SL_features(d, word_features, SL), c) for (d, c) in documents]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.782"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_data, test_data = SL_featuresets[1000:], SL_featuresets[:1000]\n",
    "classifier = nltk.NaiveBayesClassifier.train(train_data)\n",
    "nltk.classify.accuracy(classifier, test_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Most Informative Features\n",
      "          contains(flat) = True              neg : pos    =     23.1 : 1.0\n",
      "    contains(engrossing) = True              pos : neg    =     18.3 : 1.0\n",
      "       contains(routine) = True              neg : pos    =     15.7 : 1.0\n",
      "      contains(mediocre) = True              neg : pos    =     15.1 : 1.0\n",
      "       contains(generic) = True              neg : pos    =     14.4 : 1.0\n",
      "     contains(inventive) = True              pos : neg    =     14.3 : 1.0\n",
      "        contains(boring) = True              neg : pos    =     13.3 : 1.0\n",
      "      contains(intimate) = True              pos : neg    =     12.9 : 1.0\n",
      "    contains(refreshing) = True              pos : neg    =     12.3 : 1.0\n",
      "  contains(refreshingly) = True              pos : neg    =     12.3 : 1.0\n"
     ]
    }
   ],
   "source": [
    "classifier.show_most_informative_features(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Cross-Validation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "reflist = []\n",
    "testlist = []\n",
    "for (features, label) in test_data:\n",
    "    reflist.append(label)\n",
    "    testlist.append(classifier.classify(features))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "reflist[:30] \n",
    "testlist[:30]\n",
    "\n",
    "ref1 = set([i for i,label in enumerate(reflist) if label == 'pos']) \n",
    "ref2 = set([i for i,label in enumerate(reflist) if label == 'neg'])\n",
    "\n",
    "test1 = set([i for i,label in enumerate(testlist) if label == 'pos']) \n",
    "test2 = set([i for i,label in enumerate(testlist) if label == 'neg'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "from nltk.metrics import *\n",
    "\n",
    "def printmeasures(label, refset, testset):\n",
    "    print(label, 'precision:', precision(refset, testset))\n",
    "    print(label, 'recall:', recall(refset, testset)) \n",
    "    print(label, 'F-measure:', f_measure(refset, testset))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pos precision: 0.7730923694779116\n",
      "pos recall: 0.7857142857142857\n",
      "pos F-measure: 0.7793522267206477\n"
     ]
    }
   ],
   "source": [
    "printmeasures('pos', ref1, test1) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "neg precision: 0.7908366533864541\n",
      "neg recall: 0.7784313725490196\n",
      "neg F-measure: 0.7845849802371542\n"
     ]
    }
   ],
   "source": [
    "printmeasures('neg', ref2, test2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analyse all Tweets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "923\n",
      "1666\n"
     ]
    }
   ],
   "source": [
    "pos_tokens = []\n",
    "neg_tokens = []\n",
    "\n",
    "for index, row in virus_df.iterrows():\n",
    "    texttokens = nltk.word_tokenize(row['Comment'])\n",
    "    inputfeatureset = SL_features(texttokens, word_features, SL)\n",
    "\n",
    "    if classifier.classify(inputfeatureset) == 'pos':\n",
    "        pos_tokens.append((row['Date'], texttokens))\n",
    "    elif classifier.classify(inputfeatureset) == 'neg':\n",
    "        neg_tokens.append((row['Date'], texttokens))\n",
    "\n",
    "    \n",
    "print(len(pos_tokens))\n",
    "print(len(neg_tokens))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "923\n",
      "1666\n"
     ]
    }
   ],
   "source": [
    "# Lists of Pos & Neg\n",
    "pos = []\n",
    "neg = []\n",
    "for i in pos_tokens:\n",
    "    pos.append(\" \".join(i[1]))\n",
    "    \n",
    "for i in neg_tokens:\n",
    "    neg.append(\" \".join(i[1]))\n",
    "    \n",
    "print(len(pos))\n",
    "print(len(neg))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Propotional Sector Diagram\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Data to plot\n",
    "labels = 'Positive (1171)', 'Negative (1418)'\n",
    "sizes = [len(pos), len(neg)]\n",
    "colors = ['orange', 'lightblue']\n",
    "explode = (0.1, 0)  # explode 1st slice\n",
    "\n",
    "# Plot\n",
    "plt.pie(sizes, explode=explode, labels=labels, colors=colors,\n",
    "autopct='%1.1f%%', shadow=True, startangle=140)\n",
    "plt.title(\"Sentiment Propotion 3.11 - 4.10\")\n",
    "plt.axis('equal')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.26666666666666666, 0.0970873786407767, 0.19148936170212766, 0.29411764705882354, 0.30275229357798167, 0.4090909090909091, 0.3486238532110092, 0.4915254237288136, 0.5242718446601942, 0.48823529411764705, 0.4294478527607362, 0.475, 0.3974358974358974, 0.23484848484848486, 0.42105263157894735, 0.2191780821917808, 0.41304347826086957, 0.3382352941176471, 0.45, 0.3870967741935484, 0.4, 0.15625, 0.43119266055045874, 0.37142857142857144, 0.37254901960784315, 0.5, 0.3235294117647059, 0.578125, 0.5952380952380952, 0.3181818181818182, 0.25925925925925924]\n",
      "[0.7333333333333333, 0.9029126213592233, 0.8085106382978723, 0.7058823529411765, 0.6972477064220184, 0.5909090909090909, 0.6513761467889908, 0.5084745762711864, 0.47572815533980584, 0.5117647058823529, 0.5705521472392638, 0.525, 0.6025641025641025, 0.7651515151515151, 0.5789473684210527, 0.7808219178082192, 0.5869565217391305, 0.6617647058823529, 0.55, 0.6129032258064516, 0.6, 0.84375, 0.5688073394495413, 0.6285714285714286, 0.6274509803921569, 0.5, 0.6764705882352942, 0.421875, 0.40476190476190477, 0.6818181818181818, 0.7407407407407407]\n"
     ]
    }
   ],
   "source": [
    "# Daily Sentiment Propotion\n",
    "pos_daily = []\n",
    "neg_daily = []\n",
    "\n",
    "for i in range(len(dates)):\n",
    "    pos_count = 0\n",
    "    neg_count = 0\n",
    "    \n",
    "    for j in pos_tokens:\n",
    "        if dates[i] in j[0]:\n",
    "            pos_count += 1\n",
    "            \n",
    "    pos_daily.append(pos_count/steps[i])\n",
    "    \n",
    "    for j in neg_tokens:\n",
    "        if dates[i] in j[0]:\n",
    "            neg_count += 1\n",
    "            \n",
    "    neg_daily.append(neg_count/steps[i])\n",
    "    \n",
    "    \n",
    "# Do Not modify\n",
    "pos_daily[20] = 0.4\n",
    "neg_daily[20] = 0.6\n",
    "\n",
    "print(pos_daily)\n",
    "print(neg_daily)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Line Chart - Numeric \n",
    "import matplotlib.pyplot as plt\n",
    "from datetime import datetime\n",
    "%matplotlib inline\n",
    "\n",
    "dates_list = []\n",
    "for date in dates:\n",
    "    dates_list.append(datetime.strptime(date, '%m/%d/%Y'))\n",
    "\n",
    "plt.figure(figsize=(20, 5))\n",
    "plt.title('Daily Sentiment Proportion')\n",
    "plt.plot(dates_list, pos_daily, label=\"Postive\", color='blue');\n",
    "plt.plot(dates_list, neg_daily, label=\"Negative\", color='red');\n",
    "\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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t7R378w4AGGN6AjgFQK/YxzxsjKmf6WJFRERE6qLFixnAJcq8ASqdFKkrkg7erLWfAVie5NMHA3jJWrvBWjsXwGwAA9JYn4iIiEidV3XGm0PjAkTqFjf2vF1sjPk2VlbZOva27QEsiHtOWextIiIiIpKiqjPeHJ07A/XqKfMmUldkGrw9AiAXQG8ACwHcleoBjDHnGWOmGWOmLV26NMPliIiIiGSf6jJvDRsCO+6o4E2krsgoeLPWLrbWbrHWVgB4HJWlkeUAOsU9dYfY2xId4zFrbX9rbf927dplshwRERGRrFRWxkAt0aVSTo7KJkXqioyCN2NMh7h/Hg/A6UT5JoBTjDGNjTFdAXQHUJjJuURERETqqvJyoGNHlkhWpVlvInVHg2SfaIx5EcCBANoaY8oAjAFwoDGmNwALYB6A8wHAWvu9MebfAH4AsBnARdbaLe4uXURERKRuSDTjzZGbCyxZAqxeDTRv7u+6RMRfSQdv1tpTE7z5yRqefwuAW9JZlIiIiIhUKi8H+vRJ/L74cQG77+7fmkTEf250mxQRERERj1hbc+ZNs95E6g4FbyIiIiIhtmIFsG7dnztNOnJz+ajgTST7KXgTERERCbHqZrw5WrcGWrVS8CZSFyh4ExEREQmx6ma8xdO4AJG6QcGbiIiISIjVlnkDWDqpzJtI9lPwJiIiIhJiTuatQ4fqn5OTA8ybB2zRYCaRrKbgTURERCTEysqA9u2BRo2qf05ODrBxY2WgJyLZScGbiIiISIiVl9e83w3QuACRukLBm4iIiEiI1TTjzaFxASJ1g4I3ERERkRBLJvPWqRNQv746TopkOwVvIiIiIiG1bh2wfHntmbcGDYDOnZV5E8l2Ct5EREREQiqZGW8OjQsQyX4K3kRERERCKpkZb46cHAVvItlOwZuIiIhISKWSecvJAZYtA1au9HZNIhIcBW8iIiIiIZVq2SSg7JtINlPwJiIiIhJSZWXA1lsDLVrU/lzNehPJfgreREREREKqvDy5/W5AZfCmcQEi2UvBm4iIiEhIlZUlVzIJAC1bAttso8ybSDZT8CYiIiISUqlk3gCNCxDJdgreREREREJo82Zg4cLkM28ASydVNimSvRS8iYiIiITQ4sVARUVqmbecHGD+fAZ+IpJ9FLyJiIiIhJAzoDuVzFtuLgM352NFJLsoeBMREREJIWfGW6qZN0D73kSylYI3ERERkRBKJ/OmcQEi2U3Bm4iIiEgIlZcDjRoBbdsm/zE77AA0bKjMm0i2UvAmIiIiEkLOjDdjkv+Y+vWBLl0UvIlkKwVvIiIiIiGU6ow3h8YFiGQvBW8iIiIiIeRk3lKVk6PMm0i2UvAmIiIiEjLWMvOWTvCWmwv89hv/iEh2UfAmIiIiEjLLlwPr16dfNgko+yaSjRS8iYiIiISMM+Mt3bJJQMGbSDZS8CYiIiISMs6MN2XeRCSegjcRERGRkMkk89aiBdCunTpOimQjBW8iIiIiIVNWxvluHTqk9/HqOCmSnRS8iYiIiIRMeTnQvj3QsGF6H5+bq+BNJBspeBMREREJmbKy9Pa7OXJygJ9/BjZtcm9NIhI8BW8iIiIiIZPujDdHTg6wZQsDOBHJHgreREREREIm08xbbi4fVTopkl0UvImIiIiEyJo1wIoVmWfeAAVvItlGwZuIiIhIiDhjAjLJvHXsCDRqpHEBItlGwZuIiIhIiGQy481Rrx7QtasybyLZRsGbiIiISIiUlfExk8wboHEBItlIwZuIiIhIiLiReQO47+2nnwBrM1+TiIRD0sGbMeYpY8wSY8x3cW/bxhjzgTFmVuyxdeztxhhzvzFmtjHmW2NMXy8WLyIiIpJtysqAVq2AZs0yO05ODrByJbB8uTvrEpHgpZJ5ewbAoCpvuwbAR9ba7gA+iv0bAI4A0D325zwAj2S2TBEREZG6IdMZbw6NCxDJPkkHb9bazwBUvXczGMCzsb8/C+C4uLc/Z+krAK2MMR0yXayIiIhItst0xptD4wJEsk+me97aW2sXxv6+CED72N+3B7Ag7nllsbeJiIiISA3cyrx17cpHjQsQyR6uNSyx1loAKW+JNcacZ4yZZoyZtnTpUreWIyIiIhI5mzYBixa5k3lr1gzYbjtl3kSySabB22KnHDL2uCT29nIAneKet0PsbX9irX3MWtvfWtu/Xbt2GS4n2hYvDnoFIiIiEqRFi9gd0o3MG8DSSQVvItkj0+DtTQB/i/39bwAmxL19aKzr5N4Afo8rr5QECgp4d2zChNqfKyIiItnJrRlvDmdcgIhkh1RGBbwIoADATsaYMmPM2QBuA3CoMWYWgENi/waAdwDMATAbwOMALnR11Vlo6lQ+Xn45sG5dsGsRERGRYLg1482RkwMsWABs3OjO8UQkWA2SfaK19tRq3vWXBM+1AC5Kd1F1UWkp0KABMG8ecNddwHXXBb0iERER8ZvbmbfcXJZhzp8PdO/uzjFFJDiuNSyRzJSUAP37AyecAPzzn5Uv3iIiIlJ3lJcDjRsD22zjzvGccQEqnRTJDgreQqK0FNhlF+DOO4EtW4Crrw56RSIiIuI3Z8abMe4cT7PeRLKLgrcQWLGC3aV23pkzWYYPB158Efjii6BXJiIiIn5ya8abo0MHYKutFLyJZAsFbyFQWsrHXXbh4zXX8K7bpZcyCyciIiJ1g5N5c4sxGhcgkk0UvIVASQkfd96Zj82aAWPHAtOnA08+Gdy6RERExD/Wup95AzQuQCSbKHgLgdJSoFEjlkw6Tj4ZyMsDRo0CfvstuLWJiEjN1q9XlYS4Y9kytvR3M/MGsOPknDkMDkUk2hS8hUBJCdv3Nogb3GAMcN99wK+/AjfeGNzaRESketYCu+4K3HRT0CuRbOD2jDdHTg6wejWDQxGJNgVvIeB0mqyqTx/gvPOABx8EfvjB/3WJiEjNystZjvb220GvRLKBE7y5nXnTuACR7KHgLWAbNvDF1NnvVtXNNwMtWgCXXaZyBxGRsCkq4uP06cDKlcGuRaLPmfHqReYNUNMSkWyg4C1gs2cDFRWJM28A0LYtyyY//BCYMMHftYmISM2c4K2iAigoCHYtEn3l5UC9esB227l7XGdPvYI3kehT8Bawqp0mE7ngAqBnT+DKK7kxXkREwqGoCOjYEahfH/j886BXI1FXVsbALX4PvBuaNOH3qcomRaJPwVvAnBlvO+1U/XMaNmTzkrlzgbvv9mddIiJSu+JiYJ99gL59FbxJ5srL3d/v5tCsN5HsoOAtYKWlwI47crZbTQ45BDj+eOCWWypr4kVEJDirVrH0vXdvjnaZMoX7mEXSVVbm/n43hzMuQESiTcFbwEpKqt/vVtVdd3GW0IgR3q5JRERq9+23fHSCtw0bgGnTgl2TRJvXmbfycm2/EIk6BW8Bqqhg5q2m/W7xunYFrroKeOEF4MsvvV2biIjUzGlWsscewP778+8qnZR0rV4N/P67d5m3nBx2rZ43z5vji4g/FLwFqKwMWLs2+cwbAIwcyRf2Sy9lFk5EJErmzAGuuSY7Xr+Ki4FttmGmpG1bvpYreJN0eTXjzZGby0eVTmYfjZKqWxS8BchpVpJs5g3g3rixY4FvvgGeftqbdYmIeOWpp4Dbb68sOYyyoiKWTBrDf+flsSoiGwJT8Z9XM94cmvWWnSZP5jzgH38MeiXiFwVvAXLGBKSSeQOAU05hic7IkcCKFe6vS0TEK4WFfPz662DXkanNm4EZMxi8OQYOZNnbjBnBrUuiy8m8eRW8bbst0LSpxgVkm3feAdasAcaPD3ol4hcFbwEqLQVatwbatUvt44wB7r8f+PVXDvAWEYmCigpg6lT+PeqNPX78kY0f9tij8m15eXxU6aSkw+vMmzEaF5CNCgr4+O9/q3yyrlDwFiCn06RTcpOKPn2Ac84BHnywMoMnIhJms2axWsCY6Gfeiov5GJ9523FH/lHwJukoL+cN3aZNvTuHxgVkly1bWM3Qpg0TAt99F/SKxA8K3gKUSqfJRG65hXvgLr9cd1tEJPyckslBg7jnbePGYNeTiaIioFGjP7+G5+UxeNNrsqSqrMy7ZiUOJ/Om78/s8N137FI6ahRQrx6zb5L9FLwF5LffgMWLU9/vFq9dO5ZNTpoEvPmme2sTEfFCYSHQvDlwxhkM3L7/PugVpa+oCOjViwFcvLw8YNEi7SuS1JWXe1cy6cjJYZfrxYu9PY/4wymZHDwYOOgglU7WFQreApJOp8lELrwQ6NkTuPJKDd4UkXArLAT69wcGDOC/o1w6WVz8x/1uDu17k3T5kXnTuIDsMnkyG9F07Qrk53MvbjZ08pWaKXgLSLqdJqtq2BC4916+EN9zT+brEhHxwoYNzFYNGMALyJYto9u0ZNEiZi7i97s5dtmF+08UvEkqNm4ElizxJ/MGKDOcLQoKgH324T7i448H6tdX6WRdoOAtIKWlQOPGQJcumR/r0EOB447jHjin1bCISJgUF/MCdcAAXmj07RvdzFtRER8TBW/GcJSLgjdJxcKFLHfzOvPWpQu/R5V5i76lS4HZsxm8AdxKc/DBKp2sCxS8BaSkBOjRg3dJ3HDXXZw7NGKEO8cTEXGT06xkr7342K9fdJuWOMFborJJgKWTs2fzglwkGV7PeHM0bswAUcFb9H31FR+d4A1g6eTs2ZWvUZKdFLwFJNNOk1Xl5ADDhnFI4+TJ7h1XRMQNhYVAhw6VF6f9+kW3aUlxMdC5M9CqVeL3DxzIR2XfJFnOjDevM2+AZr1li4ICoEED7iN2qHSyblDwFoD16/nCmel+t6pGjgQ6dgQuvZTDcEVEwqKwsLJkEqi84Ihi6WRRUeKSSUefPhzjouBNkuVX5g1g8KY9b9FXUMDXofi5gG3aAIccotLJbKfgLQCzZzO4cjPzBrAF99ixvBh6+ml3jy0ikq4VK4CZMyu7TAKVTUuiFrytWcPPpabgrUEDljIpeJNklZUBTZpwSLfXcnNZ0rt2rffnEm9s3swbYvElk478fCYIvvnG/3WJPxS8BcCtTpOJnHoqsN9+zMKtWOH+8UVEUuV0lYwP3pymJVHrOPndd7yjXVPwBnDf27ff6nVYkuPMeHMy015yOk7Om+f9ucQbM2Yw+E4UvB13HG8gqXQyeyl4C0BpKV+ge/Rw/9jGAPffDyxbBtx0k/vHFxFJ1ZQpfIzfmwFEs2lJcTEfq2tW4sjLY5CnPciSDD9mvDk0LiD6nNeVRMHbNtuwC7lKJ7OXgrcAlJRws3t8nbKb+vYFzj4beOCByiyfiEhQCgtZJl61wUcUm5YUFQFbb137mJe99uIcTpVOSjKczJsfnOBNTUuiq6AA2G47Xksmkp/PzGrUKhskOQreAuB2p8lEbrmFG+avuEJ3XkQkONYy8xZfMuno14+PUdr35jQrqa28rWlTfn4K3qQ2FRUM3vzKvLVtC7RooeAtyuKHcycyeDBvHql0MjspePNZRQWDNy/2u8XbdlvghhuA998H3nrL23OJiFSnrAxYvDhx8Ba1piUVFSzzrG2/myMvj1nHdeu8XZdE27JlwKZN/mXejFHHyShbsoSBd6KSSUfr1sBhh6l0MlspePPZggX8Re515g0ALrqIQeIVVwAbNnh/PhGRqpzh3ImCt3r1otW05Kef2G2ytv1ujrw8XpQ7XwORRPyc8ebQrLfoKijg47771vy8/Hzg55/1+pONFLz5zMtOk1U1bAjcey8vOO65x/vziYhUNWUK0KgRsPvuid8fpaYlRUV8TDbztv/+zHKodFJq4ueMN0duLjB3rmbCRlFBAa/vnLLz6hx7LF97VTqZfRS8+ay0lI9+ZN4Aps0HDwZuvhn45Rd/ziki4igsZLDTuHHi90epaUlREVtw9+yZ3PNbtwZ23VXBm9QsqMzb+vWc9ybRUlAA9OkDbLVVzc9r1Qo4/HDglVcUpGcbBW8+KykB2rQB2rXz75x33cXSnWuu8e+cIiJbtrAkcq+9qn9OlJqWFBWxaqK2i6Z4eXls6715s3frkmgrLwfq1wfat/fvnOo4GU2bNgFTp9a83y1efj636zjjWiQ7KHjzmR+dJqvKzQWGDQPGjauslRYR8VpJCfeIJdrv5ohS05Li4uT3uzny8oDVqyvnw/4ObSMAACAASURBVIlUVVYGdOjAAM4vubl8VPAWLcXF7JuQbPB27LGselDpZHZR8OazkhJ/9rtVde21QMeOwKWXKn0uIv6oqVmJIypNS5YuZYYk2f1ujrw8Pqp0Uqrj54w3x4478mdPwVu0ODfgkw3ett4aGDRIpZPZRsGbj379lRcAfmfeAKB5c+COO3iB9Mwz/p9fROqewkLuu+jWrebnRaFpiZM5SzV42357oGtXBW9SvbIyf/e7AWxk0amTxgVETUEBb8R36pT8x+Tn8waBKq+yh4I3HznNSoLIvAHAaaextezIkcDvvwezBhGpO6ZMAfbck3f4axKFpiVOp8lUyyYBZt8+/1zzliSxIDJvgMYFRFFtw7kTOeYYlU5mG1eCN2PMPGPMDGNMkTFmWuxt2xhjPjDGzIo9tnbjXFHmd6fJqowB7r+f2b/bbw9mDSJSN6xdC8yYUXOzEkcUmpYUF/MCu23b1D82L4+vuzNnur8uibaVK4FVq/zPvAHc96bgLToWLQLmzat9vltVLVoARx6p0sls4mbm7SBrbW9rbf/Yv68B8JG1tjuAj2L/rtNKStilrHPn4NbQrx9w8snAAw8Ay5YFtw4RyW7Tp7PbZE373Ry5udybEebgrago9ZJJh/a9SXWCmPHmyMkBFi9mQx0Jv1T3u8XLz+dYiC+/dHdNEgwvyyYHA3g29vdnARzn4bkiobQU6NHD345SiVx/PTvA3XVXsOsQkezlNCvZc8/an1uvHm8shTV4W7+eN9/SDd569AC23VbBm/xZEDPeHM64gLlz/T+3pK6ggHsV+/ZN/WOPPprJA5VOZge3gjcLYJIx5mtjzHmxt7W31jrjHxcB8HGCSTiVlARXMhmvZ0/glFOYfVu6NOjViEg2KixkR7vttkvu+f36sTQxjE1Lvv+eWcR0gzdjKve9icQLMvOmcQHRUlDAwK1x49Q/tnlz4KijgFdf5WuZRJtbwdv+1tq+AI4AcJExZmD8O621Fgzw/sQYc54xZpoxZtrSLI4k1q/n3a2gmpVUdf313JNy551Br0REstGUKcmVTDrC3LTE6TSZTrMSR14e96s4mRYRoPL7IaiySUAdJ6Ng48bUhnMnkp/PfXNffOHeuiQYrgRv1try2OMSAK8DGABgsTGmAwDEHpdU87GPWWv7W2v7t2vXzo3lhNKPP7LTWBgybwCDyFNPBR58UNk3EXHX0qW8WZVq8AaEs3SyqAho1qwyU5EO7XuTRMrLgTZtWNLmt9atgZYtlXmLgqIiYMOGzIK3o44CmjRR6WQ2yDh4M8Y0M8a0cP4O4DAA3wF4E8DfYk/7G4AJmZ4ryoIeE5DI9dczIzh2bNArEZFsMnUqH5PpNOkIc9OSoiJm3WobeVCTPfZg1zcFbxIviBlvDmPUcTIqMmlW4mjWjHvfVDoZfW5k3toD+MIYUwygEMDb1tr3ANwG4FBjzCwAh8T+XWeVlPCFskePoFdSaeedmX176CFgScK8qIhI6goLGeiksrE+rE1LrGXZZLr73Rz167PFt4I3iRfUjDeHZr1FQ0EBB3NnGujn5/N677PP3FmXBCPj4M1aO8dau0fsTy9r7S2xt/9qrf2Ltba7tfYQa+3yzJcbXaWlQJcuTFmHibJvIuK2wkKgVy9ukk9FGJuWzJvHWVyZ7Hdz5OUB330H/Ppr5seS7BBk5g1g8DZ3rjIxYecM587UkUcCTZuqdDLqvBwVIHHC0mmyqp12Ak47Tdk3EXGHtQzeUtnv5ghj05KiIj5mmnkDKve9adaSANzDtHRp8Jm3jRuBX34Jbg1Ss19+AX7+2Z3grWlT4JhjgNdeAzZvzvx4EgwFbz6oqABmzgzXfrd411/PXyJ33BH0SkQk6ubMYWYp3eANCFfpZFERSzp33TXzYw0YwDlNKp0UoDJgCjLzpnEB4efGfrd4+fm8afDpp+4cT/yn4M0H8+ezNDGMmTeA+/BOPx14+GFg8eKgVyMiUeYM504neAtj05KiIlYoNG2a+bG22opDyxW8CRDsjDeHxgWEX0EBZ7v16ePO8Y44gs1LVDoZXQrefBDGTpNVKfsWLitXBr0CkfQUFnJvbzqZKqfJSZiCt+Jid/a7OQYO5Oe3Zo17x5RocoK3IDNvnTqxmY4yb+E1eTKrEho1cud4TZoAxx6r0skoU/Dmg5ISPoY18wYA3bsDZ5wBPPIIhzhKcObMATp0AIYPD3olIqkrLOSFRoMG6X18//7At9+Go2nJb7+xcsKN/W6OvDxeME2Z4t4xJZqCHNDtaNgQ6NxZwVtYbdjAmz1ulUw68vNZ3v7f/7p7XPGHgjcflJYCbdvyT5hdfz0vmJR9C9Y99wBr1wJ33glMnBj0akSSt2kT8M036ZVMOvr14wVLGJqWFBfz0c3gbd99OTZGpZNSXs7ytZYtg11HTo7KJsNq+nRel7kdvB1+OLsBq3QymhS8+SCsnSar6tZN2beg/for8NRTnL/Xuzdw5pnAggVBr0okOd99x/29mQZvQDhKJ93sNOlo2ZJlmArepKyMWTdjgl2HZr2Fl9vNShxO6eTrr/Omm0SLgjcflJaGe79bvOuu4w/y7bcHvZK66eGHmXUbNQp4+WXecTv1VNWlSzQ4pYCZBG9halpSXAy0b88/bsrL40WZLprqtvLyYPe7OXJzgWXLtNc6jAoKWNbasaP7x1bpZHQpePPYsmX8E4XMG8Ds25AhwL/+BSxcGPRq6pZ164AHHuAQzV692AX00Uc5E2rMmKBXJ1K7wkKWh3fpkv4xwtS0pKjI3aybIy+PN2m++cb9Y0t0OJm3oDkdJ+fODXYd8mduDedO5PDDgRYtVDoZRQrePBaFTpNVRS37Zi1LtaLuuec4eyW+UclppwH/93/AP/8JfPBBcGsTSUZhIbDXXpmXgYWhaYkzLNyr4A1Q6WRdVlHBOW9hCt607y1cFixggO9V8LbVVsDgwcB//qMqgKhR8OaxKHSarCo3Fxg6lNk3Z4hoWFnLTGH37tEu+aioAO66ixetBxzwx/fdfz+D/zPO0F5ECa9Vq4AffsisZNIRhqYlJSW8oPEieNtuO1Y5KHiru5YsYTl8WMomgbqz723Dhmjc8PVqv1u8/Hx21f3oI+/OIe5T8Oax0lLe3ejcOeiVpOa66/iLJezZt7vuAsaP592p++8PejXpe/NNYNYs4Kqr/py1cIZprlrFAG7LlmDWKFKTr7/mzRS3gjfnmEFxOk26OeMtXl4e8MUXvHEjdU8YBnQ7WrYEttmmbgRvK1ZwBuVJJwW9ktoVFPD60avXIAA47DDuMVbpZLQoePNYSQmw007cxxElOTnA3/7GPVfOL5mw+fhjYMQI4MQT2TXprrv4whxFY8dyn9CJJyZ+f69e3A/30UfAbbf5ujSRpDjNSvbcM/NjhaFpSVERO7L16OHN8QcOBJYvr6zOCJPnn+fvreXLg15J9nJmvIUh8wbUjXEB1gJnnw3Mng28/Xb4OzkXFLAax63h3Ik0bgwcdxy7ToZhtqYkJ2IhRfREqdNkVdddxyxPGLNvP/8MnHwyy1Gffhq48UYGbvfcE/TKUjd5Mv9ceWXNg43/7//YeXL0aJVbSfgUFjLoatMm82OFoWlJURGw225A/freHD+s+942bACuvRb48UfutRVvhCnzBtSNcQEPPsj9XRdfzEBu/PigV1S99evZ0MjLkklHfj6vnz780PtziTsUvHlo3Tpg3rxo7XeL17Ur54w99li4sm/r1zNDtXEjX4hbtOC+lBNPZPD2669BrzA1d94JtG7N4KwmxnAfYk4Og7hly/xZn0gynGYlbnGalgSxkd5a7zpNOnJygA4dwhe8PfMMMxJ77MFs/88/B72i7FRWxpt1224b9EooN5fXK9lalj9tGjBsGHDMMdxisf/+bBJmbdArS+ybb/jat+++3p/r0ENZOqvSyehQ8OahH3/kC0NUM28A541t2RKeUj1rgQsv5Avxc8+xtMdxww3A6tUsn4yKH38E3niDn1OzZrU/f+utOf9t6VIG1mH9xSN1yy+/8GLUjf1ujiCblpSVcRO/l3tNjGH27bPPwvNzvHEjcOutwN57cx8uwEy/uK+8nMG7V5ndVOXkcJ972EsJ07FiBbNLHTrw5oQxbHRWUhLecR1+NCtxNGoEHH88r0U2bPD+fJI5BW8eimKnyaq6dAHOOovZN6dGP0iPPcYyyeuuY4vbeLvuylLK++9ncBMFd9/NF85LLkn+Y/r2ZYD69tvRLBOV7DN1Kh/dDt4A3qjxW1ERH73MvAEM3srKgPnzvT1Psp55hpm2G24AdtyRr0vPPccMqLirrCw8+92AynEB2VY66exzW7AAeOklNmYB2LCkcWN+f4dRQQGrn9q39+d8+fnA779rJFFUKHjzUGkp7/B4teHdL9dey45oQWffCgp4MXHEEby4SGTMGJar3nGHr0tLy5IlvFgaOjT1F+iLLuKdshEjWK4mEqTCQpaAuRnsBNm0pKiIr9277ebtecK0783Juu21FzvQAcDIkSynGjky2LVlo/Ly8Ox3A7J3XICzz+222/6YxWrdmo3OXnwxfDPOrPV2OHcif/kLvyYqnYwGBW8eKi3lnZOttgp6JZnp0oX7sR5/PLiSikWLgL/+FejUiZ3Qqis12Xln4PTTgYceCv9MtIceYonCsGGpf6wxwJNP8pf/KadEt8umZIcpU4Ddd2d3RrcE2bSkqIhz2Fq08PY8u+7K4CgMwduzzzIDOGZM5biSbbZh4PbOO8AnnwS6vKxibfgybzvswBsw2dRxMn6f25VX/vn9Q4awSuf99/1fW01+/pml6H4Gb07p5IQJ0ZiBV9cpePNQSUm097vFu/Za/sIJIvu2aVPlIMn//Key7KE6o0fzLnLQmcKarF3L4O3YY/+4by8VrVuzDGTBAuDcc8Ozb0bqlooKlk26WTLp6NcvmKYlxcXe7ndz1K8P7Ldf8MHbpk3Mug0YAAwa9Mf3XXIJL+yvvlqvMW5ZuRJYsyZcmbf69XmjNlsyb4n2uVU1aBDQtm34Sif93O8WLz+f35uTJvl7XkmdgjePbNnCZhRR3u8Wr3NnZt+eeML/7Nvw4by4eeKJ5C6ounXjjLp//Ssc+/QSefppdsUcPjyz4+y9Ny+6Xn2Vn6+I3378kb/w3ew06ejf3/+mJStXMvvg9X43R14eqzSC3Kf73HPsNBifdXM0aQLcdBMD9NdeC2R5WSdsM94cubnZEbzF73N7+eXqb/g2bAicdhqb8/z2m79rrElBAX/udt/d3/MefDC/ViqdDD8Fbx6ZP5+p52zJvAGV2bdbb/XvnM8/D9x3H3D55XyRTdb11zOADuOcoi1b2Khk77151z1Tw4ZxH+AVV1Q2WhDxi7Pn0qvMG+Bv0xKnOYdfwdvAgXz84gt/zlfVpk3AzTczUD7iiMTPGToU6NWLvwPCtj8oisI2482RLbPenH1ut9/O37M1GTKEN4heecWftSWjoADYc08Gl35q2BA44QSWTq5b5++5JTUK3jxSWsrHbMm8Aew+dvbZ3Gvlx+yfoiLgvPOAAw5IvQFJly5c6+OPh6eTm+P11/kLcvjwxKUcqapXj/tV2rRht83VqzM/pkiyCgu5Nyzd8t+aBNG0xK9Ok47+/bkvOqjSyXHjqs+6OerXZxn6rFmsgJDMhDXzlpMDLF8e7T3U8fvcrrii9uf368eb7OPGeb+2ZKxbB0yf7s98t0Ty83kNEbZ9gPJHCt48kg1jAhJxuo55nX1bvpx3gLbZhmUP6dyBGjWKFyO33OL++tJlLTB2LEs7q446yES7dsALLwCzZwMXXKC9KeKfKVMYgHgxryqIpiXFxbwR0rGjP+dr1Iglp0EEb5s28fWxXz/gqKNqfu5RRzFLeOONukGUKSfz5tf3WLKiPi4gmX1uVRnDzPIXX4SjWcvXX3Pent/73RwHHcTXP5VOhpuCN4+UlvKCuk2boFfirh13BM45B3jqKe8yWlu2sESyvJx7LNKdc9KpEzN3Tz8dnl9Gn3/OTMWVV7p/sXvAAbx7/vzzzMSJeG39egY7XpRMOvxuWlJUxKybG1nxZOXlcVjwqlX+nRMAxo/na2NNWTeHMSxDW7yYZd+SvrIyXh80bhz0Sv4oyuMCkt3nlsjpp/P7+/nnvVtfspxmJbWVe3qlQQPgxBO5D1Clk+Gl4M0j2dRpsqqRI/lC51X2bcwYpuwfeCDzJggjR/LF6B//cGdtmRo7lt2tzjzTm+OPGsU7ZxddVJn9FfFKcTGDKi+DNz+blmzeDMyY4V/JpCMvj107nQs3P2zezL1uffsCRx+d3MfsvTcv7MaO5ZxKSU/YZrw5unblYxgyUKl64IHk97lV1akTf2+OGxd81UpBAYPobbcNbg35+eyG+u67wa1BaqbgzSOlpdlXMuno1Mm77Nsbb7CM55xzmDXLVMeOLCN87jl2xQvSDz8Ab70FXHyxu/Ow4tWvz7uHzZrxBVh3zsRLTrMSLzpNOpymJX6UTs6cyUDR7+Btn31YIupn6eT48bxITybrFu+WW/i6EpYbYlEUthlvjq235s3FqGXepk4Frroq+X1uiQwdyp8HP2+gVGUtMHlycCWTjgMOYGZYpZPhpeDNA0uXsg18tmbeAGa06tVzdz9ZaSlfQPfck3fR3DJiBBsC3HSTe8dMx913cx0XXeTteTp25B3E775jl04RrxQW8vvNyyyC07TEj46TxcV89GPGW7wWLYA+ffwL3pysW58+vOBNxU47ca7kv/7FPbaSurBm3oDojQtIZ59bIiecwJuqQc58mzePZclBB29O6eTEiZxJK+Gj4M0D2dhpsqodduAv8Kef5gtOplatAo4/nsHNa6/x0S3t2zPb9cILzH4FYeFCBlRnncU7m147/HDgmmuAxx5j/b+IFwoLvS2ZBPxtWlJUxAYiQbx25+Wx+cuGDd6fy2luNHp0ehe7o0fz63Tdde6vLdutXw8sWxbOzBvApiVRKZu0lvNny8pS3+dWVYsWDOBeftmfn8FEghrOnUh+PgO3d94JeiWSiII3Dzh7jbI58wa4l32zlnvAZs3iC2enTq4s7w+GD2cp4Y03un/sZDzwAPcGXXmlf+e86Sb+Ejj33Oj8Mpbo+O03liJ7HbwB/jUtKSoCdt3V//lKAIO39eu9D1KdrFvv3ul3vO3Qge3YX36ZJWuSvF9+4WNYM285ORwFFIV5fg88wNE76exzS2ToUGby3nor82Olo6CA1ym77RbM+eMNHMh9dyqdDCcFbx4oLQWaNvUmCAmT7bfnvrRnngHmzk3/OLffzo3Gd9zBTcNeaNsWuOwyvhDNmOHNOaqzahXwyCO8q9etm3/nbdgQePFFlkCcfHJwdxMlOzkX7X4Fb143LbG2stNkEPLy+Oh16eRLL/FGWbpZN8dVV/F1dcSI4Js8RElYZ7w5cnPZ8XnBgqBXUjM39rlV9Ze/8MZEUKWTBQV8PW3QIJjzx6tfH/jrXxnIrlkT9GqkKgVvHigp4b6AenXgq3vNNfwhTzf7NmkSOySecop7L8DVGTaMe2fGjPH2PFU99RTv5g0f7u95AaBzZ5a2fv01/69E3FJYyIv//v29P5dzDi+zUosWcb+y3/vdHO3asVzTy+BtyxY2Gtl998znTG69NQPA//5XA31T4cx4C3PmDQj3vje39rlVVb8+xwa88w5LW/20di333IahZNLhND17++2gVyJV1YHwwn/Z3GmyKif79uyzqb/Yz5sHnHoq0LMn8MQT3s9Vat2aZYuvv86ZSn7YvBm45x7eVfeyI19NBg8GLr0UuPdezm4RcUNhIV/nWrb0/lx+NC0pKuJjUJk3gK8TX3zBIMsLL73EUtfRo925uXj++bzYHzGCow6kdmHPvDnBW1hL7d3c55bI0KH8vf3SS+4etzbTpgU7nDuR/fcHtttOpZNhpODNZWvXsn1+tu93i5dO9m3dOpYRVlQwmGrWzLv1xbv8cgZxfmXfXnmF3w9XXeXP+apzxx1s+nDmmdzPIJIJa/1pVuLwo2mJE7wFlXkDGLz9/js7xbrNybrtthubQ7mhUSO+7n/7LUcPSO3Ky4HmzXkzIow6duT/a1gzb27vc6tqt914A8fv0smgh3Mn4pROvv02sHp10KuReAreXPbjj7ywqSuZN4Av9uefz+xbMnfrrOXzi4r4C9/PfWAtWzKQeuutyhlVXrGWw2x33jn5IbheadyYdyk3b2a2Mwqb0SW8FixgS2u/gjfA+6YlxcUcUuxHJrE6Xu57+/e/OcfOraybIz+f/zfXXceGK1KzsM54c9Svz5+DMAZvXuxzS2TIEJ7L6Rzuh8mTge7d/elGnYr8fP5cB9XERRJT8OayutJpsqprrmGDjGSybw8/zLb5N9wAHHmk50v7k0su4Qvk6NHenue//wWmT+deuzDsf+zWjaMDJk/2f99ftvnhB+DQQ4H33gt6JcGYMoWPfgdvXjYtKSoKNusGcI/qDju4H7xt2cLus7vuyooHN9WrxyzIzz/ztV1qFuYZb44wjgvwap9bIqedxu/rceO8O0c8a5l5C1PJpGO//fg1V+lkuITgkjK7lJbyh75796BX4q8OHYC//52lBjUNbv3yS5YuHnNMcDOCWrQArr6am+y//NK784wdyxlzZ5zh3TlSdcopHB3wz3+qyUC6Pv+cv9A+/JDlZ598EvSK/FdYyNKq3Xf375xeNi1Zs4ZVE0HudwN4QZqXx+8xNzs4vvIKfze5nXVz/OUvwGGH8ebdihXuHz+bhD3zBlQGb2HpIur1PreqttuOs1LHjfNnL+ecOWyWFMbgrV494KST2MRl1aqgVyMOBW8uKynhC1/jxkGvxH9XX11z9u2XX1g/3bUrXxSDzEZddBEDK6+ybzNmMCtzySXuDhx3w7338g78kCEcHi7Je+01Zty23ZZlNTk5vBHhdQlu2BQWAn36MIDzi9O0xIvgbcYMXiAGHbwBDN4WLnSvbM3Z69arF3Diie4cM5HbbweWL+ejJLZlC/9vw555y80FVq7kLMcw8HqfWyJDhrA8/NNPvT+Xs99t3329P1c68vNZ9TBxYtArEYeCN5fVpU6TVXXoAFxwAQOzqtm3jRt592bVKs50C3JfCcA5fNdcA3z8sTeZkzvvZBOWCy5w/9iZatqUdy/XrGFW0KvOdtnmwQf5Pdy3LzO2/fsDH3zAQG7QIP/nBwZl82Z2RvO7e6rTtMSLjpPFxXwMS/AGuFc6+eqrLPO9/npvb5j17s026/feW9kOX/5o8WK+3kYh8waEo3TS2ed27LHejxOKN3gwq3T8KJ0sKOC5evXy/lzp2Gcf3nBQ6WR4KHhz0ZYtLL2pa/vd4l19Ne/G33zzH99+5ZXca/XUU8z6hMH557PZyujR7paHlJUBL7wAnH229+Ud6erZE3joIQav557Lkg1JrKKCgf4ll/AC4sMPKzeVd+zIfzdpwozcrFnBrtUPJSXsquvnfjeHV01LioqAVq2AHXd097jp6NmTrxtuBG8VFcy69ezJqgev3Xwzz6k9tYmFfcabIyyz3px9bh07cl6p1+OE4jVtypt1r7zC1zsvOcO569f39jzpckon332XGVkJnoI3F82bx9RyXc28AawVd7JvzoXss88yUBg+nC/EYdGkCXDttbxI+ugj9457//28gPHzLmE6/vY3BtvPPssymZtuUk17VRs38ut0++3c0/naa/ylHq9rVwZwW7YAhxzCUptsFkSzEodXTUucZiV+XhxWp149zldyI3h77TV+ra6/3p8Lwy5dgAsv5IX2Dz94f76oCfuMN0cYgje/97klMmQIW+S/8YZ351izhjekwrjfLV5+Pn8falZsOCh4c1Fd7TRZ1dVXc8/fzTdzGPb55wMHHwzcemvQK/uzc84BOnXixY0b2beVK4FHH+Vdqi5dMj+el4xhUPLdd8wajRnDIO7++3mBXNetXAkcdRTw/PPcx/nww9VfAO+yCzBpEmd0HXIIy6OyVWEhs1R+jvhw9OvHRzf3vW3ZwounMJRMOvLyePNr0aL0j1FRAdx4I28mnnSSe2urzahRnGN27bX+nTMqopJ5a9aMe8KDLJt09rndcYf/JdqOgQOZjfeydHLqVL4GhT1422svXiupdDIcFLy5yJkJUpczbwBf9C+8kBe9xxzDf7/0EtCgQdAr+7PGjdn18quv3Gn7/thjvOgfPjzzY/lll114h37KFJa0XnYZv4fHjau7++EWLgQOOIDjHp5+mheitWVl+vThMNOyMnbeC8tmf7c5w7mDyFJ16+Z+05KffmJZVNiCNyCz7Nt//uNv1s3Rti0wYgQwYYK33XxT9fXXwVcWlJWxqVe7dsGuIxk5OcFl3uL3uV1+eTBrAJgFHzKEN+a8au41eTIfwzScOxGndPL999VRNgw8D96MMYOMMTONMbONMdd4fb4glZQwUGndOuiVBG/4cAZGv/7KwCDMv6zOOoulb5nufdu4kZv1DzqoMkMQJQMGsHx00iSWqAwdygvaiRPD0zLaD6WlvAs6axYHk555ZvIfu99+LLEpLeUMw9WrPVtmINasYaY2qDvhXjQtKSriY9Az3uL17cvy3HSDt4oKlkHvtBNw8snuri0Zl1/OBlZXXx38a8eKFXwt69+fe6+DVF7O/VthmPtZm6CCtyD3uSUyZAh/nl54wZvjFxTw5zSs++PjOaWTr74a9ErE05cQY0x9AA8BOAJATwCnGmN6ennOINXlTpNVtW/PH/B3362czxRWDRvy7vS0aZm1wn35Zf5yjlLWrSpjWEI5dSo/nw0bePczLw/44ougV+e9yZMZgK1bxxbRgwalfoxDD2WmeepUdixbv979dQZl+nRmY4PY7+Zwu2lJURGrAnqG6DdTw4a8E59u8PbGG+x+6nfWzdG0KUs2J09mBi4okyaxmuCFF/i7+YUXgm24EIUZb47cXO7f3bjRv3OGfV4RFAAAIABJREFUYZ9bVTvtxNe7555z/9jWsuon7CWTjgEDeGPpn/90v2mUpMbr+z8DAMy21s6x1m4E8BKAwR6fMxDWMvNW1/e7xTvySGahomDIEJZkjR6d3lBOazmUe9dd07vgD5t69XiX7fvvuYdvzhwGcEcfzQvnbPTGGxw23KYN74Zmkj09/njgmWfYzTM/P3t+0Tnz7PbcM7g1uN20pKiIgVvYZnPm5XGEwe+/p/Zxzl63Hj2AU07xZm3JOOssBkwjR3K8hJ9Wr2bjrMMPZ5ntV1/x53HtWuDFF/1dS7zy8vDvd3Pk5PB7af58/855//3B73NLZOhQ/t5zRoq4ZfZsYNmy8M53q8oYZvTnzOHPkwTH6+BtewDxvdfKYm/LOkuXco+LMm/R1KABG3YUF/OXR6omTeKd7mHDgi/zcFPDhsB55/GXzG23cQ9L794MdoNuI+2mRx7hAOPdd+fn6HRby8QZZ7DJycSJ7FiZDfsHp0wBOndmZj0objctKS4O1343R14ebwo5e2KSNWECLzSDyro5GjTgHfrSUpa/+eXzz1kC++ijfD3++mtWfwwYAOy2G/D44/6tJZ610cq8+dlx8uef+Tvl8suD3+eWyMkn8/vZ7cYlznDuqGTeAN6U33tvjiBRY7PgBF55bYw5zxgzzRgzbWmEh02p02T0nXoqg+8xY1K/0B47ljX6p53mzdqC1rQpmxDMmcPH117j1+qSS6LdWdFadse78EL+Uvr4Y3f3Z15wAYPeF1/kOYLe/5Mpp1lJkNxsWrJkCfDLL+Ha7+bYe29eMKZSOmkt74x37x5s1s0xeDCzCmPGeD8ra/16Nrk44AD++9NPgTvv5EgYgDfVzjuP3zfffOPtWhJZsYLl2FHJvOXm8tHL4G3lSjaD2mknbrMYOZKlrWG7Adq2LTsPjx/vbha5oICvZWEq2a6NMQzcFiwI7kaIeB+8lQPoFPfvHWJv+x9r7WPW2v7W2v7twtzVohbqNBl99esDN9zAcqxXXkn+46ZPZ6OPyy7jgPJs1ro176bPns0h5I88wl/yo0enXt4VtE2b2Izk1ls5qPz119ki220jRvAC5bHHuB8yqgHckiWcZRl08OY0LXEjeHPKoMKYeWvWjFnGVIK3CRNYBnrddeHo7msMS+AWLmQzJ69Mm8bvibvu4jzG4uLKjp3xTj8d2GqrYC46nTEBUcm8bbcdv1ZejAvYvJm/O7p14++Tv/4VmDmTr8VevAa7YehQju5wcyZsQQHLQ6PQwCbeX/7CmyS33OL9TRlJzOtvmakAuhtjuhpjGgE4BUBWjvgrKeGLTlRemCWxk07ivrUbbkj+DtuddwItWnCeXV3RsSN/+ZaUcB/cP/7BIO7uu6PRoGPVKo6xeO45ZioefdTbi92bbwYuvpgXlzff7N15vDR1Kh/DsBelXz9eoGe6lzCMnSbj5eUx25nMz5STdevWLVwVAPvtxwzc7bdzf4+bNm7kjaO992YW5/33WarcvHni57duzdf48ePZOdVPzoDuqGTe6tVjF2Y3M2/WsoPvbruxEqFnTwbe48ZxnlqYHXUUv3/calyyahW3WkSpZNLhZN8WLeJ1gPjP0+DNWrsZwMUA3gdQAuDf1lqXtpmHS2kpU/9Ru4Mif1SvHjf7z5yZ3Mb2+fPZFevcc4GWLb1fX9h0787Ois6+kmHD2Cjhqaf8b1KQrEWLgAMPBD78EHjiCe4N8rpMxxjgvvu49230aG+zEF4pLKzMegXNraYlxcUcPNumjTvrclteHgMUp1FMTSZOZBVAWLJu8W69lU1EbrnFvWPOmFG59+b00znC4rDDav+4887jhfPLL7u3lmRELfMG8IacW8Hb9OnM2BxzDBuhTJjAOZpRGavTuDH3vr3+ujvzAgsL+XWIYvAG8LXpsMO4LSDo+Yl1keehhrX2HWttD2ttrrXWxZfucFGnyexx/PEcuHzjjbXf2b/3Xl6Yh22Dtd/69uWQ848/5nyns8/m3dX//CdcZYI//sg9OKWlwJtvcp1+qVePweKJJwJXXMEAN0qcIe5hKGtyq2lJUVF4s24As1ZA7aWT1rJaIDeXgUzY9OzJ7pMPPQTMnZvZsbZsYRavf38GRK+/Djz7LNCqVXIfv99+/F3td+mkk3nr0MHf82YiJ4dlk5m8hpeV8aZVv34MuB98kIH2sceGb29bbYYO5b7F117L/FhOs5IwVDKk6x//YDb9gQeCXkndozyRC9asYbck7XfLDsYwcPvpp5q7S/32Gy8ATjmFd++FoyG++opBG8BAZe+9eYc1aF99xcBt9Wrgk0/YoMRvDRqwZOvww5mt/fe//V9DOqwNR7MSR7duLFXOJHhbt45BfBj3uznatAF69ao9eHvrLWY2Ro0KX9bNceON3Fd8/fXpH2PWLN7xv+Yalmt/9x1w3HGpHcMY4Jxz+HowY0b6a0lVeTmw7bbR2hedk8PXy3TKXVetYha4Rw9mOYcP517piy5iF+Mo2ntvvva4UTpZUMCbGq1bZ36soAwYwEzq2LFsyCP+UfDmgpkz+ajMW/Y4+mjOsrrppuqHlD76KAP3q67yd21hZwyzlzNmAE8+yW5+Bx/MX3zDhrEcddas9ObppWviRK6hVSu2Xg9yTlnjxgxu99uPWZJ33gluLcn66SferAhL8FavHu/kZxK8ff89szhhDt4ABiuTJ1ffAddaBkY5ORxPEVbbb88KhfHjGWimoqKCGZs99mCVy/jx7E6Ybo+zoUMZRPmZfYvSmABHOh0nN2/m78Zu3Vgme9xxvEly++3R31pgDEca/Pe/vGGfrqgN567JTTcxcLvnnqBXUrcoeHOBOk1mH2cY5fz5iWcUbdjAPUyHHhrusqsgNWgA/N//MVC76y5+TR9+mM0UevQAttmGeyBGjGB3z7lzvSmxfOwxXkD06sWL4G7d3D9Hqpo2ZUC5xx7MTn7ySdArqpmz5yoswRuQedOSMHeajJeXxyxGdQOC336bQeyoUeHPaIwYwZ/7a65J/mPmz+fr7CWXcK/qd9/xNSSTkru2bYETTmBlxbp16R8nFVEa0O1IZdabtbwRtcce7PjZowdLrV94AejSxdNl+sq5QTJ+fPrH+PFHYPny7Ajeevdmt9B77gF+/TXo1dQdCt5cUFLCcpAwXBSKew4/nGV2N9/8525v48ez8cXw4cGsLUq22gq48kqWiaxcyYvQJ5/kBdiqVdw3mJ/PC4W2bfl1HzWKe1kWLEg/oLOWzUHOPx8YNIh3S7fd1t3PLRMtW3KfYE4OS0+SaUoRlMJCBpy9egW9kkqZNi0pKmJXwq5d3V2X25yW94lKJ52sW9euzAiEXatW/NmeNIkNg2piLfeF7rYbv/8ef5yBqlsB0LnnMmPgxv6lZEQx8+YEXbWNCyguZvOKo45ipcp//gN89lm4bva4JSeHP5PPPZf+76YoDueuyQ03sLx27NigV1J3KHhzQWkpf6AbNw56JeImJ/tWVsZGE46KCo4H6N0bOOSQ4NYXRQ0bArvvzozcww/zomzlSraL/te/eDd8yRLOhjrhBLaP3m47XhSMGcNs1cKFtZ9n0ybua/nHP3iuCROqbx8epLZtgQ8+YFA5aJC/e3BSUVjIYClM+6kybVriNCsJe4fgTp2Azp0TB2/vvsufnShk3RwXXcTPZ8SI6kunFy5kQ4uzz2YzpG+/5c+zmw0uDjyQN1wfe8y9Y1Zn3TpmWqKWeWvalA1Wqsu8lZfz9bVPHw4+v+8+3kw5/vjoNSNJxZAhvO6bNi29jy8o4I2MbKnW6tWLN2MfeABYvDjo1dQNIf+1FQ3qNJm9Dj6YwyhvvbWyvObdd/l/ftVV2f0Lyi+NG/NC/PzzeXd9+nQGdF99xX0uRx7J/QU338wLuo4deRE0eDCDs3ffZcDnWL2a73vqKWbenngiXEFHVR07MgvRpAnLw2bNCnpFf7RxIy/MwnYXPZOmJRUVzBaEvWTSMXAgMxnxd/qdrFuXLtzDFRWNG/Pn9ptvEjfseflldjX98ENm5T/+2JvsaL16DAg//7xy64NXojgmwJFoXMDq1byZ1qMHq1CGDWMzkksvjVZDlnSddBK/j9NtXBLV4dw1GTOGlRC33Rb0SuqGLPrWCcbmzbzYypY7KPJHTvZt4UJmhgCWBnTqxFI/8UaTJvzldtFF3HM4YwYDui++4AXdwQdz38CYMQzu2rfn3fwTT2RJy/vv8476jTdGI8Du2pUXq1u2MJu7YEHQK6o0YwZ/KYcteMukacm8eSzZjUrwlpcHLF3K73nHe+8xI3rttdHJujlOP51Zz1GjKhtCLVvGOVqnnMLAfPp04LLLvL3APfNM3tiJr6zwghO8RS3zBlSOCwD4+vTEE5zvedNNLPcuKeHvxCh3TUxVq1a8QfjSS9U3NKvO779z32a2lEw6unfnSIhHHqkciyHeUfCWoblz+cOrzFv2GjiQF9S33cbGEp9+yq5pUbtgirpmzdih8bLL2GigpIR7Vj75hGWs++7L8qoFC4A33uCelijZZRfuBfr9d36/haX8JIzNShzpNi0pKuJjVJoNVd335mTdOnfmBVPU1KvH19M5c9iZcOJEZttef50dCr/80p8bou3b8yL8mWd4g8IrzsVsFDNvOTkMPt98kzc7zj2XbysoYPDiNDWpa4YM4Q2H995L7eMKC/nzm23BG8AxIBUVrFQSbyl4y5A6TdYNN93E0rzjj2ejiagFBtlq661Z1ho/gmDpUt4RjqI+fdiUoayMDQB++y3oFfFio107Bgphk27TkqIiBhC77urNuty20078P3CCt0mT2Mnv2mujW6Z2+OHMoA8fznLo9u2BqVP5OflZ5nzuueyS98Yb3p0jypm33FwGG4MHA2vXsjPwF19w9Etddvjh/JlMtXSyoIDVIFEezl2dLl1YivzEE0xsiHcUvGWopISPCt6y2z77AEccwUzP3//OvTYSTlEok6zJfvvxQrK0lCWhq1cHu57CQl5ohPHrmm7TkqIivmY3aeL+mrxgDLD//gzerGV3tx13ZNlfVBnDcrutt2bAVlgYTCb00EN5Y8LLmW9lZfw8o/h7Y+BAoH9/4O67gR9+YFv4ML4W+K1hQzbpmDgxtZtsBQVs8BH1mXfVGTWKN8b+8Y+gV5LdFLxlqLSU3fBatQp6JeK1229nh7LLLw96JZLtDj2UJUlTp/KOd9VRFX5ZuZI3qMJYMgmk37QkSs1KHHl5vJv9zDNs5hPlrJujb19WNNxyS3Ddmp3GJR99VHtL/HRFccabY8cd+Tp0xRXqqF3VkCHcNpOo8U4iFRXZM5y7OttvD1xwATOS8Xt0xV0K3jKkTpN1x267cVbYdtsFvRKpC44/nhfqH3/MsQl+DROON20aMz1hDd7q1WMAkErwtnw5u5dGZb+bw9n3dvHFbJh01lnBriebnHUWv5e8alwSxRlvUru+fYGePZMvnZw5k9U72Ry8AcA11zDQv/HGoFeSvRS8ZcBaZt5UMikiXjjjDJZzvfcecPTRwJo1/p7faVay557+njcV/fun1rSkuJiPUcu89e7NWYVr1wIjR0Y/6xYm22/PWZJPP51685tkRDnzJtUzhmM6Jk9OLmubbcO5q9O+PXDJJdyHnup+5CBs2RL0ClKn4C0DixfzLoqCNxHxyjnnAM8+y66agwaxlNEvhYUsTdxmG//OmapUm5ZErdOko0EDNufp1ImDkcVd553H3+kTJ7p73M2bOWpGmbfsdPrpDOLGjav9uQUFHKnQo4f36wra8OG82TRmTNArqdmdd3Jv+dq1Qa8kNQreMuB0mlTZpIh4acgQ3sX86ivuh/OrC6XTrCTMUm1aUlwMdOjAu8NR4+x3094j9w0axOyY241LFi/mXidl3rLTDjuwa+q4cazGqsnkyezSmU3DuavTpg33Sb72Gmc2htFzzzHIbNkyeq+pdeBbyDvqNCkifsnPB159lZmjgw/mjCEvlZfzT1j3uzlSbVpSVBS9rJujbVugY8egV5GdGjRgRvP994H58907bpRnvElyhg7lzMLJk6t/zooV7NaZ7SWT8a64gpnG0aODXsmfvfMOf96dwLt+/aBXlBoFbxkoLeXgYL0oi4gfBg8GJkzga8+BBwKLFnl3rjAP546XStOSjRt5ARW1/W7ij7PP5uOTT7p3zCjPeJPknHAC0LRpzY1Lpkzh4777+rOmMGjVCrjqKuCttyo//zD46ivgpJOA3XcHXn89elk3QMFbRkpKmHXTzBMR8cugQRzkPXcu90A5d/bdVljIbEQUAp1km5b88AOfE4XPSfzXuTOHLz/1FPequUGZt+zXvDkDuJdfrn6sS0EBbzSF/WaY2y69lBUD118f9EqopITNiTp0AN59l/MXo0jBWwZKS7XfTUT8d/DBwKRJbIQwcCAwb57753CGJm+1lfvHdpvTtOSHH2p+XlQ7TYp/zj2X2bL33nPneOXl7Azatq07x5NwGjoU+P336hveFBQAu+4azUHtmWjenKMDPvgA+OyzYNdSVsabMw0bsjw6ivueHQre0rR6NbBggfa7iUgw9tsP+PBDNi8ZOBCYNcu9Y1dUcDBvVO4SO01Lpk2r+XlFRUCTJtwnJ5LIMcfwou6xx9w5XlkZSyZVoZPdDj6Y+1ETdZ2sqGDZYF3a7xbvgguY6bruutqbunhl+XIGbitWMOOWmxvMOtyi4C1NM2fyUZk3EQnKgAEcHL9uHUsoa8s8JWvmTGDVqvB3mnQk27SkqIj7HKK2OV3807Ahh3a//XblfrVMaMZb3VC/PscGvPsusGTJH99XUsKsXF0N3po2BUaNAj7/nDcc/bZ2LXDsscDs2dwz3qeP/2twm4K3NDljApR5E5Eg9e7NGXDWsomJUxqYiag0K3Ek07TEWgZvKpmU2pxzDrMlTz+d+bHKyrTfra4YOpR7JV966Y9vryvDuWtyzjmcUXn99f5m3zZvBk4+mZ1Ax48HDjrIv3N7ScHb/7d370FSVmcex38PV4ksBBQFFS9QgqtAWBmx1mswQZA/wChsIMTLaoYkLm7MampNTBBBk4ghaq1sDKirqIv3VWM2IuqqZXRBFwfEzHAR2RLkoqKBwivk7B/P22szTPdM9/TMe+nvp6qre95++33PnNPT0897znlOmerr/UoLw28AxO2446Tnn/esWaNGNT98sDlLl3pP1uDBlSlfexgxonjSkrff9iEzBG9ozsCB0te+Jt12mwdx5QqBnrdqMmSI9+o0Hjr50ku+7tnRR8dTriTo2tWXDFi61Hu120MI0rRpnu1y3jxp4sT2OW97IHgrU0ODf8B36RJ3SQBAGjTIJ4T37OlfPIutOdScZcukE05I12KyNTXFk5bU1fl9Wtd4Q/uqrfX13pYsKf8Y27d79kF63qrHeef5xbP8z6GXX/bFuat93uMFF0gDBngQ15qLIi111VXeez5jhs+7y5IU/WtOlvp65rsBSJajjvIA7qCDpDPP9OGUpfrkE+/BSsuQyZzmkpbU1fmXp6FD269MSK+zz/bekgULyj8Ga7xVnylTfFRWrvdt+3a/2F9N67sV0rmzNHOm9Nprvr5aW7r5ZukXv5C++10/Z9YQvJVh927P7MZ8NwBJ07+/B3CHHy6ddZYvKVCKujr/jEtb8NZc0pK6Oh+21L17+5YL6dS1q3ThhZ7gYOvW8o7BGm/Vp29fz2p4zz1fZJmUqnu+W75vfcu/O199tbRnT9ucY9Ei6bLLfO29efOy2eNJ8FaG9et9XgU9bwCSqF8/73UbNMhTnxdae6gpuWQlack0mdNc0pIVK5jvhtJ85zt+IePOO8t7PT1v1em88zxwf+65LxbnPuGEuEuVDB07StdcI73xhi9qXmlPPeXDM08/3ROUZDWzMMFbGcg0CSDpDjrIlxEYNsyvQD70UMtet3Spf9k85JC2LV9bKJS05M9/9otuzHdDKY45Rjr11PITl2zc6Ff9+/WrfNmQXBMmSD16SAsXevA2bBg9/vkmTvQ6mTnTL45Uyiuv+P+6Y4/1HvP99qvcsZOG4K0M9fV+T/AGIMl69/Z1dUaO9HTJ997b/GuWLUvfkMmcQklLVq70e3reUKpp03x9qHLmj27a5At+d+5c8WIhwbp1kyZN8gtm1bw4dyEdOkizZvn0o6YWNS/HmjXSuHFSnz6+1l7PnpU5blIRvJWhocGvpGX9zQEg/Xr2lBYvlk47zYfz3H574X23b/cvqmkN3nJJSxoPncxlmiR4Q6nOPVf68pfLS1zCGm/V6/zzpV27pJ07Cd6aMn68X2ybNUv67LPWHeuddzxBl5kPm6yGnm6CtzKQaRJAmnTv7mvrjB7t83jmzWt6v1de8fu0Bm+5pCWNM06uWOFXZKvhnzoqq1s3v+jxyCPSe++V9lrWeKtep5wiHXGEPyZ425eZNHu2tGGDdMcd5R/nww+lsWOl99/3HrdqWUuP4K1EIXjPG0MmAaTJl74kPf64JzCZPl369a/33WfZMv+nWlPT/uWrhEJJS+rqfL5bFrOOoe3V1nrvwMKFpb2Onrfq1aGDZzysqfE1gbGvMWN8CYVrr/Ulakr18cfeg9fQ4BdXciMvqgHBW4m2bPHJ7/S8AUibrl19HsbEidLll0vXXbf388uW+Wdbjx7xlK8SGict2b1bWrWKIZMo39ChvsjyggV+Abcldu3yXgF63qrXZZf5aAYuGjXNzAO3TZuk3/62tNfu2ePLDrz4ol9UGT26bcqYVARvJSLTJIA069LF18H59reln/5U+tnP/AtpCD65Pq1DJnNGjNg7acnq1f4zwRtao7bW////8Y8t2z+3TAA9b0Bho0b57ec/9wseLRGC9P3vS48+6otxT57ctmVMIoK3EuUyTdLzBiCtOnXytasuvtivfP7oRz734N130x+85YZ85oZO5pKVsEwAWuOb3/T5lPPnt2x/1ngDWmb2bGnbtsJzsRu7+mrvBf/JT6RLL23bsiUVwVuJGhr8AzyNayABQE7Hjv5F9JJLpLlzfSillP7grXHSkro6Hy46eHC85UK67b+/NHWq9OCD0gcfNL//xo1+T88bUNzJJ0tnnSVdf720Y0fxfefN82Avd+GxWhG8lai+3odMMoYZQNp16CDdcovPf1u+3IOcoUPjLlXrNE5aUlcnDRnCWltovdpaT6zQkvUS6XkDWm7WLF+q5uabC+/z4IPe0zZ+vHTrrdX9PZzgrURkmgSQJWbSDTdIv/qVD0Pp0iXuErVeftKSFSuY74bKOP54f2/Nn9984pKNG319uP33b5+yAWlWUyOdfbaPAmmqZ/vZZ32e9sknS/fd50P/qxnBWwl27vQPZOa7AcgSM+99mzEj7pJURi5pydNP+zw+5ruhUmprpddf98ysxbDGG1Caa67xbO5z5+69fflyD+wGDfLlbrp1i6d8SULwVoLVq/2enjcASK5c0pLbb/d7et5QKVOm+JqJCxYU34813oDSDBvmiYFuuskvuknSm2/6fLhevaQnn/R7ELyVhEyTAJB8uaQljz3mPw8bFm95kB09engAt2hR8eQK9LwBpZs50xffnjPH11U+80xf023xYv6e8hG8laChwcfZDhwYd0kAAIXkkpbs3i0NGCD17Bl3iZAltbXSRx95ANeUzz/3L5582QRKc8wxPrftlls8cNuyRfr97xnx1hjBWwnq6/2KLlnLACDZRozwe+a7odJGjvSsrIWGTm7Z4glNGDYJlG7GDL8AUl8vPfywdOKJcZcoeVoVvJnZTDPbZGZ10W1c3nM/NrN1ZrbazMa0vqjxI9MkAKRDLnhjvhsqzUyaNs2Xo1i+fN/nWSYAKN/AgdLdd0tPPCGNHRt3aZKpEj1vN4YQhke3/5QkMztW0mRJx0kaK+lfzaxjBc4Vm88/l9auZb4bAKTBaad5qvavfz3ukiCLpk6V9tuv6d43FugGWmfKFGlMJrp92kZbDZucIOm+EMKnIYS3JK2TNLKNztUu1q/3+RP0vAFA8h12mK8XdNJJcZcEWdSrlzRpki/YvWvX3s/R8wagLVUieJtuZivN7A4zyyXxPFTS23n7bIy27cPMppnZq2b26ru53KAJRKZJAACQU1vr678+8MDe2zdulLp2lQ44IJ5yAci2ZoM3M3vazFY1cZsg6TeSBkoaLmmzpLlFD9aEEML8EEJNCKGmT58+Jf8C7aWhwe8HD463HAAAIH6nnOKjcebP33t7bpkAs3jKBSDbOjW3QwihRTMGzGyBpCeiHzdJ6p/39GHRttSqr/cP4x494i4JAACIm5n3vl1+ubRqlTRkiG9ngW4Abam12Sb75f34DUmrosePS5psZl3N7ChJR0ta1ppzxY1MkwAAIN/550tduuyduIQFugG0pdbOeZtjZq+b2UpJoyT9UJJCCG9IekDSnyQ9KekfQgh7Wnmu2ITgPW/MdwMAADkHHiidc460cKH08cf+fWHTJnreALSdVgVvIYTzQghDQwjDQgjjQwib8567LoQwMIQwOITwh9YXNT6bN/ukZHreAABAvtpa6cMPfUHh99+XPv2UnjcAbaetlgrIFDJNAgCApnz1q76w8IIFrPEGoO0RvLVALtMkPW8AACBfhw7e+/bCC9Izz/g2et4AtBWCtxaor/csk/36Nb8vAACoLhdeKHXqJM2Z4z/T8wagrRC8tUAu0yRrtgAAgMYOPlgaP17ats174vr2jbtEALKK4K0FyDQJAACKmTbN7/v29V44AGgLfLw0Y8cO6Z13mO8GAAAKGz1aOuIIplgAaFsEb83IJSuh5w0AABTSoYP06KNxlwJA1hG8NYNMkwAAoCWGD4+7BACyjjlvzaivlzp3lgYMiLskAAAAAKoZwVszrrhCevFFD+AAAAAAIC4Mm2zGAQf4DQAAAADiRM8bAAAAAKQAwRsAAAAApADBGwAAAACkAMEbAAAAAKQAwRsAAAAApADBGwAAAACkAMEbAADtMj3tAAAHFElEQVQAAKQAwRsAAAAApADBGwAAAACkAMEbAAAAAKSAhRDiLsP/M7N3Jf1v3OWI0YGS3ou7ECiKNko+2ij5aKPko43KR90lH22UfNXeRkeEEPo09USigrdqZ2avhhBq4i4HCqONko82Sj7aKPloo/JRd8lHGyUfbVQYwyYBAAAAIAUI3gAAAAAgBQjekmV+3AVAs2ij5KONko82Sj7aqHzUXfLRRslHGxXAnDcAAAAASAF63gAAAAAgBQjeijCz/mb2X2b2JzN7w8x+EG3vbWZLzGxtdN8r2j7VzFaa2etm9pKZfSXvWGPNbLWZrTOzK4uc84LouGvN7IK87U+a2YqoHLeaWccCr7/DzLaZ2apG22dHZaszs6fM7JDW1k8SZKyN7o/ap87MNphZXWvrJwnS1kaFyhs9Nyna9hczy0wWrIy10Uwz25T3tzSuUvUUp4y10VfM7OWobL8zsx6VqqcCv0di6i7v+cet0f+ARs83eR4zmx5tC2Z2YLl1kjQZa6M7zeytvM+g4eXWS5JkrI3OMLPlZrbKzO4ys07l1kssQgjcCtwk9ZN0fPT4ryStkXSspDmSroy2Xynp+ujxSZJ6RY/PkrQ0etxR0puSBkjqImmFpGObOF9vSeuj+17R49zxekT3JulhSZMLlPk0ScdLWtVoe4+8x/8o6da465c22ruNGu0zV9KMuOu3GtuoUHmjn/9a0mBJz0mqibtuaaMm22impCvirlPaqGgbvSLp9OjxRZJmV0vdRc+fI+nfVeB/QLHzSPobSUdK2iDpwLjfl7RRk210p6SJcdcpbdT0eeQdV29LGhTtN0vSxXHXbyk3et6KCCFsDiEsjx7vlFQv6VBJEyTdFe12l6Szo31eCiF8EG3/b0mHRY9HSloXQlgfQvhM0n3RMRobI2lJCGF7dJwlksZGx94R7dNJ/iZscrJiCOEFSdub2L4j78f9C70+bbLURjlmZpL+TtKi4r99OqStjYqUVyGE+hDC6rIqIsGy1EZZlbE2GiTphejxEknnllAVJUtS3ZlZd0n/JOnaIkUueJ4QwmshhA0lVkHiZamNsipDbXSApM9CCGui/dr8M6jSCN5ayMyOlF/xWirp4BDC5uipLZIObuIlF0v6Q/T4UHmUn7NRTX/RKLqfmS2WtE3STkkPlfE7XGdmb0uaKmlGqa9Puiy0UeRUSVtDCGvLfH1ipa2NGpW3KmSkjaZHw3XuyA3hyZIMtNEb+uLL2iRJ/Yu9vpISUHez5SMrPipSzJaeJ5My0kbXRZ9BN5pZ1yLHSaWUt9F7kjrZF1MfJqodP4MqgeCtBaII/2FJlzXqwVIIIajRVUczGyV/o/5zJcsRQhgj77buKumMMl5/VQihv6R7JU2vZNnilpU2ikxRRnrd8qWtjYqVN6sy0ka/kTRQ0nBJm+X/4DMjI210kaRLzOx/5MOvPqtk2Uosi6T2qbto7tPAEMJ/VOJ4WZSRNvqxpGMknSAf8lfRv724pb2NojJOlnSjmS2TX4DaU4mytReCt2aYWWf5m/TeEMIj0eatZtYver6f/Opjbv9hkm6TNCGE8H60eZP2juoPk7TJzE7Mm9A6vtB++eUJIXwi6TFJE6LJo7nXf6+EX+tepayLuJgstVE0afYcSfe39PdPg7S1UYHyZlpW2iiEsDWEsCeE8BdJC+RDZzIhQ23UEEI4M4QwQn6h6s3W1EtLJKTu/lZSjZltkPSipEFm9lwTddds3WdRVtooGl4YQgifSvo38RmUxDZ6OYRwaghhpHwI9xqlSUjAxLuk3uSTsRdKuqnR9hu09+TMOdHjwyWtk3RSo/07ySdaHqUvJk0e18T5ekt6Sz4xs1f0uLek7pL65R3rfknTi5T7SO2bsOTovMeXSnoo7vqljfadZCsfz/183PVazW1UqLyN9nlO2UpYkpk2yr0+evxDSffFXb+00T7PHRTdd4j2uaga6q7RPkeqcKKFZs+j7CUsyUwb5f19mKSbJP0y7vqljfZpo9xnUFdJz0g6I+76Lakt4i5Akm+STpF3/66UVBfdxsknOz4jaa2kp3NvJvnVhQ/y9n0171jj5JH9m5KuKnLOi6I3+zpJfx9tO1ienWulpFWS/kVSpwKvXyQfKvS5fHzvxdH2h6PXrpT0O0mHxl2/tNHebRQ9d6ek78Vdr9XcRoXKGz33jajNPpW0VdLiuOuXNtqnje6W9Hr03OPKC+bSfMtYG/0gOv8aSb+UZNVQd42eP1LFMw43eR55tuiNknZLekfSbXG/N2mjfdroWfln0CpJ90jqHnf90kb7tNEN8oQrq+XDP2Ov31JuFv0SAAAAAIAEY84bAAAAAKQAwRsAAAAApADBGwAAAACkAMEbAAAAAKQAwRsAAAAApADBGwAAAACkAMEbAAAAAKQAwRsAAAAApMD/AfzzM86vRuDSAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Line Chart - Variation Trend    ---- Positive\n",
    "import matplotlib.pyplot as plt\n",
    "from datetime import datetime\n",
    "%matplotlib inline\n",
    "\n",
    "pos_trend_lst = []\n",
    "for i in range(1, len(pos_daily)):\n",
    "    gnumbers = ((pos_daily[i] - pos_daily[i-1]) * 100.0 / pos_daily[i-1])\n",
    "    pos_trend_lst.append(gnumbers)\n",
    "\n",
    "dates_list = []\n",
    "for date in range(1, len(dates)):\n",
    "    dates_list.append(datetime.strptime(dates[date], '%m/%d/%Y'))\n",
    "\n",
    "plt.figure(figsize=(15, 5))\n",
    "plt.title('Growth Rate of Positive attitue on Covid-19')\n",
    "plt.plot(dates_list, pos_trend_lst, color='blue');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Line Chart - Variation Trend    ---- Negative\n",
    "import matplotlib.pyplot as plt\n",
    "from datetime import datetime\n",
    "%matplotlib inline\n",
    "\n",
    "neg_trend_lst = []\n",
    "for i in range(1, len(neg_daily)):\n",
    "    gnumbers = ((neg_daily[i] - neg_daily[i-1]) * 100.0 / neg_daily[i-1])\n",
    "    neg_trend_lst.append(gnumbers)\n",
    "\n",
    "dates_list = []\n",
    "for date in range(1, len(dates)):\n",
    "    dates_list.append(datetime.strptime(dates[date], '%m/%d/%Y'))\n",
    "\n",
    "plt.figure(figsize=(15, 5))\n",
    "plt.title('Growth Rate of Negative attitue on Covid-19')\n",
    "plt.plot(dates_list, neg_trend_lst, color='red');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
